【官方框架地址】

https://github.com/opencv/opencv/blob/master/samples/dnn/face_detector/deploy.prototxt

采用的是官方caffe模型res10_300x300_ssd_iter_140000.caffemodel进行人脸检测

【算法原理】

使用caffe-ssd目标检测框架训练的caffe模型进行深度学习模型检测

【效果】 

【实现部分代码】

using System;
using System.Collections.Generic;
using System.ComponentModel;
using System.Data;
using System.Diagnostics;
using System.Drawing;
using System.Linq;
using System.Text;
using System.Threading.Tasks;
using System.Windows.Forms;
using OpenCvSharp;namespace FIRC
{public partial class Form1 : Form{Mat src = new Mat();FaceDetector fd = new FaceDetector();public Form1(){InitializeComponent();}private void button1_Click(object sender, EventArgs e){OpenFileDialog openFileDialog = new OpenFileDialog();openFileDialog.Filter = "图文件(*.*)|*.jpg;*.png;*.jpeg;*.bmp";openFileDialog.RestoreDirectory = true;openFileDialog.Multiselect = false;if (openFileDialog.ShowDialog() == DialogResult.OK){src = Cv2.ImRead(openFileDialog.FileName);pictureBox1.Image = OpenCvSharp.Extensions.BitmapConverter.ToBitmap(src);}}private void button2_Click(object sender, EventArgs e){if(pictureBox1.Image==null){return;}var result = fd.Inference(src);var resultMat = fd.DrawImage(src, result);pictureBox2.Image= OpenCvSharp.Extensions.BitmapConverter.ToBitmap(resultMat); //Mat转Bitmap}private void Form1_Load(object sender, EventArgs e){}private void button3_Click(object sender, EventArgs e){}}
}

【源码下载】

https://download.csdn.net/download/FL1623863129/88705587
【测试环境】

vs2019

netframework4.7.2

opencvsharp4.8.0